Meta-analysis of the effect of natural frequencies on Bayesian reasoning.

M McDowell, P Jacobs - Psychological bulletin, 2017 - psycnet.apa.org
The natural frequency facilitation effect describes the finding that people are better able to
solve descriptive Bayesian inference tasks when represented as joint frequencies obtained …

Applied decision making with fast-and-frugal heuristics

S Hafenbrädl, D Waeger, JN Marewski… - Journal of Applied …, 2016 - Elsevier
Highlights•Fast-and-frugal heuristics are useful in situations of uncertainty, while
optimization is designed for situations or risk.•The study of the adaptive toolbox is …

Natural frequencies improve Bayesian reasoning in simple and complex inference tasks

U Hoffrage, S Krauss, L Martignon… - Frontiers in …, 2015 - frontiersin.org
Representing statistical information in terms of natural frequencies rather than probabilities
improves performance in Bayesian inference tasks. This beneficial effect of natural …

How to train novices in Bayesian reasoning

T Büchter, A Eichler, N Steib, K Binder… - Mathematics, 2022 - mdpi.com
Bayesian Reasoning is both a fundamental idea of probability and a key model in applied
sciences for evaluating situations of uncertainty. Bayesian Reasoning may be defined as the …

Why can only 24% solve Bayesian reasoning problems in natural frequencies: Frequency phobia in spite of probability blindness

P Weber, K Binder, S Krauss - Frontiers in psychology, 2018 - frontiersin.org
For more than 20 years, research has proven the beneficial effect of natural frequencies
when it comes to solving Bayesian reasoning tasks (Gigerenzer and Hoffrage,). In a recent …

Different visualizations cause different strategies when dealing with Bayesian situations

A Eichler, K Böcherer-Linder, M Vogel - Frontiers in Psychology, 2020 - frontiersin.org
People often struggle with Bayesian reasoning. However, previous research showed that
people's performance (and rationality) can be supported by the way the statistical …

The impact of visualizing nested sets. An empirical study on tree diagrams and unit squares

K Böcherer-Linder, A Eichler - Frontiers in psychology, 2017 - frontiersin.org
It is an ongoing debate, what properties of visualizations increase people's performance
when solving Bayesian reasoning tasks. In the discussion of the properties of two …

How to improve performance in Bayesian inference tasks: a comparison of five visualizations

K Böcherer-Linder, A Eichler - Frontiers in psychology, 2019 - frontiersin.org
Bayes' formula is a fundamental statistical method for inference judgments in uncertain
situations used by both laymen and professionals. However, since people often fail in …

Covariational reasoning in Bayesian situations

T Büchter, A Eichler, K Böcherer-Linder… - Educational Studies in …, 2024 - Springer
Previous studies on Bayesian situations, in which probabilistic information is used to update
the probability of a hypothesis, have often focused on the calculation of a posterior …

Visual aids improve diagnostic inferences and metacognitive judgment calibration

R Garcia-Retamero, ET Cokely, U Hoffrage - Frontiers in Psychology, 2015 - frontiersin.org
Visual aids can improve comprehension of risks associated with medical treatments,
screenings, and lifestyles. Do visual aids also help decision makers accurately assess their …